{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "collected-adaptation",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from Bio.PDB import PDBParser\n",
    "import numpy as np\n",
    "import itertools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "upper-artwork",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_coordinates(pdb_file):\n",
    "    parser = PDBParser(QUIET=True)\n",
    "    structure = parser.get_structure('protein', pdb_file)\n",
    "    coords = []\n",
    "\n",
    "    for model in structure:\n",
    "        for chain in model:\n",
    "            for residue in chain:\n",
    "                for atom in residue:\n",
    "                    coords.append(atom.get_coord())\n",
    "    \n",
    "    return np.array(coords)\n",
    "\n",
    "def calculate_euclidean_distance(coords1, coords2):\n",
    "    if coords1.shape != coords2.shape:\n",
    "        raise ValueError(\"The two structures have different number of atoms.\")\n",
    "    \n",
    "    distance = np.sqrt(np.sum((coords1 - coords2) ** 2, axis=1))\n",
    "    return np.mean(distance)\n",
    "\n",
    "def batch_calculate_distances(folder1_files, folder2_files):\n",
    "    folder1_coordinates = {pdb_file: get_coordinates(pdb_file) for pdb_file in folder1_files}\n",
    "    folder2_coordinates = {pdb_file: get_coordinates(pdb_file) for pdb_file in folder2_files}\n",
    "    \n",
    "    num_files1 = len(folder1_files)\n",
    "    num_files2 = len(folder2_files)\n",
    "    distance_matrix = np.zeros((num_files1, num_files2))\n",
    "\n",
    "    for i, pdb1 in enumerate(folder1_files):\n",
    "        coords1 = folder1_coordinates[pdb1]\n",
    "        for j, pdb2 in enumerate(folder2_files):\n",
    "            coords2 = folder2_coordinates[pdb2]\n",
    "            distance = calculate_euclidean_distance(coords1, coords2)\n",
    "            distance_matrix[i, j] = distance\n",
    "\n",
    "    return distance_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "naked-chemistry",
   "metadata": {},
   "outputs": [],
   "source": [
    "# two folder\n",
    "folder1 = 'gen'\n",
    "folder2 = 'ori'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "experienced-documentation",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get all PDB files in both directories\n",
    "folder1_files = [os.path.join(folder1, f) for f in os.listdir(folder1) if f.endswith('.pdb')]\n",
    "folder2_files = [os.path.join(folder2, f) for f in os.listdir(folder2) if f.endswith('.pdb')]\n",
    "\n",
    "# Calculate the Euclidean distance matrix between all PDB files in two folders\n",
    "distance_matrix = batch_calculate_distances(folder1_files, folder2_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "structural-donna",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance Matrix:\n",
      "[[2.87914658 3.28016233 3.15407777 ... 4.56338072 4.53892374 3.18659806]\n",
      " [2.79532003 3.00211453 3.03625655 ... 4.38459778 4.36985493 3.04021406]\n",
      " [2.68616056 2.44638729 2.76728058 ... 3.77898169 3.74805737 2.69505191]\n",
      " ...\n",
      " [2.55803061 2.50547647 2.67526245 ... 3.80844712 3.80855608 2.6630888 ]\n",
      " [3.46846938 3.33411837 3.53771067 ... 4.53628349 4.51610947 3.48800898]\n",
      " [2.59926057 2.63166928 2.73592353 ... 3.91788888 3.9085393  2.71288252]]\n"
     ]
    }
   ],
   "source": [
    "# print result\n",
    "print(\"Distance Matrix:\")\n",
    "print(distance_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bizarre-challenge",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save result\n",
    "np.savetxt(\"distance_matrix.csv\", distance_matrix, delimiter=\",\", fmt=\"%.4f\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "divided-sheep",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "planned-retreat",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(distance_matrix, xticklabels=[os.path.basename(f) for f in folder2_files], \n",
    "            yticklabels=[os.path.basename(f) for f in folder1_files], annot=False, cmap=\"viridis\")\n",
    "plt.title('Euclidean Distance Matrix')\n",
    "plt.xlabel('MD structure')\n",
    "plt.ylabel('Sampling structure')\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.savefig('edm_v1.tif', dpi=300)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:RDKit2023]",
   "language": "python",
   "name": "conda-env-RDKit2023-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
